\u5927\u6a21\u578b Token \u751f\u6210\u673a\u5236\uff1a\u9884\u586b\u5145 vs \u89e3\u7801<\/strong><\/h2>\n

\u4f60\u9700\u8981\u7406\u89e3\u5927\u8bed\u8a00\u6a21\u578b\u5728\u5904\u7406\u7528\u6237\u8bf7\u6c42\u65f6\u7684\u4e24\u4e2a\u4e0d\u540c\u8ba1\u7b97\u6b65\u9aa4\uff1a\u9884\u586b\u5145\u9636\u6bb5\u8d1f\u8d23\u5904\u7406\u521d\u59cb\u63d0\u793a\u8bcd\uff0c\u89e3\u7801\u9636\u6bb5\u8d1f\u8d23\u751f\u6210\u54cd\u5e94\u6587\u672c\u3002\u6bcf\u4e2a\u9636\u6bb5\u5728\u5927\u6a21\u578b\u6267\u884c\u671f\u95f4\u90fd\u4f1a\u5e26\u6765\u72ec\u7279\u7684\u8fd0\u884c\u9700\u6c42\u3002<\/p>\n

\u9884\u586b\u5145\u9636\u6bb5\u4e0e\u7b97\u529b\u74f6\u9888<\/h3>\n

\u5728\u9884\u586b\u5145\u9636\u6bb5\uff0c\u6a21\u578b\u4f1a\u540c\u65f6\u6444\u53d6\u5168\u90e8\u8f93\u5165 Token\u3002\u4f60\u901a\u8fc7\u6d4b\u91cf\u8fd9\u4e00\u9636\u6bb5\u6765\u786e\u5b9a\u90e8\u7f72\u4e2d\u7684\u9996 Token \u5ef6\u8fdf\uff08TTFT\uff09\u3002\u5f53\u5927\u6a21\u578b\u6536\u5230\u4e00\u4e2a\u63d0\u793a\u8bcd\u65f6\uff0c\u52a0\u901f\u5668\u4f1a\u5e76\u884c\u8ba1\u7b97\u6240\u6709\u63d0\u793a Token \u5bf9\u4e4b\u95f4\u7684\u6ce8\u610f\u529b\u5f97\u5206\u3002\u4f8b\u5982\uff0c\u5bf9\u4e8e 4096 \u4e2a Token \u7684\u8f93\u5165\u63d0\u793a\uff0c\u5927\u7ea6\u4f1a\u4ea7\u751f 1680 \u4e07\u6b21\u6ce8\u610f\u529b\u5f97\u5206\u8ba1\u7b97\u3002<\/p>\n

\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n

\u8fd0\u884c\u6307\u6807<\/th>\n	\u9884\u586b\u5145\u9636\u6bb5<\/th>\n	\u89e3\u7801\u9636\u6bb5<\/th>\n<\/tr>\n
\u4e3b\u8981\u6267\u884c\u6a21\u5f0f<\/td>\n	\u5e76\u884c\u6279\u91cf\u5904\u7406<\/td>\n	\u987a\u5e8f Token \u751f\u6210<\/td>\n<\/tr>\n
\u7b97\u672f\u5f3a\u5ea6<\/td>\n	200-400 ops\/byte<\/td>\n	60-80 ops\/byte<\/td>\n<\/tr>\n
GPU \u5229\u7528\u7387<\/td>\n	90-95%<\/td>\n	20-40%<\/td>\n<\/tr>\n
\u786c\u4ef6\u7ea6\u675f<\/td>\n	Tensor Core\uff08\u8ba1\u7b97\uff09<\/td>\n	\u5185\u5b58\u603b\u7ebf\uff08\u5e26\u5bbd\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u8fd9\u79cd\u5e76\u884c\u6267\u884c\u5728\u786c\u4ef6\u4e0a\u5b9e\u73b0\u4e86\u9ad8\u5ea6\u7684\u6570\u636e\u590d\u7528\u3002\u4f8b\u5982\uff0c\u5728 70B FP16 \u6a21\u578b\u4e0a\u5904\u7406 1024 Token \u7684\u9884\u586b\u5145\u65f6\uff0c\u5176\u7b97\u672f\u5f3a\u5ea6\u7ea6\u4e3a 1020 FLOP\/byte\uff0c\u8fdc\u9ad8\u4e8e NVIDIA H100 SXM GPU \u7684 295 FLOP\/byte\u201c\u5c71\u810a\u70b9\u201d\uff08ridge point\uff09\u3002\u9ad8\u7b97\u672f\u5f3a\u5ea6\u4f1a\u5c06 Tensor Core \u5229\u7528\u7387\u63a8\u9ad8\u81f3 90\u201395%\uff0c\u4f7f\u5f97\u8ba1\u7b97\u541e\u5410\u6210\u4e3a\u4e3b\u8981\u74f6\u9888\u3002<\/p>\n \u89e3\u7801\u9636\u6bb5\u4e0e\u5185\u5b58\u5e26\u5bbd\u9650\u5236<\/h3>\n \u89e3\u7801\u9636\u6bb5\u6309\u987a\u5e8f\u9010\u4e2a\u751f\u6210\u8f93\u51fa Token\u3002\u6bcf\u4e2a\u751f\u6210\u7684 Token \u90fd\u9700\u8981\u5bf9\u6574\u4e2a\u7f51\u7edc\u8fdb\u884c\u4e00\u6b21\u72ec\u7acb\u7684\u524d\u5411\u8ba1\u7b97\uff0c\u5bfc\u81f4\u5728\u591a\u6b65\u8f93\u51fa\u4e2d\u5f62\u6210\u8f83\u957f\u7684 Token \u751f\u6210\u65f6\u95f4\u3002\u4f8b\u5982\uff0c\u5bf9\u4e8e 1024 \u4e2a\u8f93\u51fa Token\uff0c\u4f60\u7684\u7cfb\u7edf\u5fc5\u987b\u6267\u884c 1024 \u4e2a\u8fde\u7eed\u7684\u6b65\u9aa4\u3002<\/p>\n \u5728\u6bcf\u4e00\u6b21\u89e3\u7801\u6b65\u9aa4\u4e2d\uff0c\u786c\u4ef6\u90fd\u9700\u8981\u4ece\u663e\u5b58\u4e2d\u8bfb\u53d6\u5b8c\u6574\u7684\u6a21\u578b\u6743\u91cd\u4ee5\u53ca\u5df2\u7f13\u5b58\u7684 KV\uff08\u952e\u503c\uff09\u5411\u91cf\u3002\u4ee5\u6279\u5927\u5c0f\u4e3a 1 \u7684 70B FP16 \u6a21\u578b\u4e3a\u4f8b\uff0c\u6bcf\u751f\u6210\u4e00\u4e2a Token \u5927\u7ea6\u9700\u8981\u8bfb\u53d6 140 GB \u7684\u6743\u91cd\u6570\u636e\u3002\u8fd9\u79cd\u6301\u7eed\u7684\u6570\u636e\u6d41\u4f1a\u5c06\u7b97\u672f\u5f3a\u5ea6\u62c9\u4f4e\u81f3 60\u201380 ops\/byte\uff0c\u540c\u65f6\u5c06 GPU \u5229\u7528\u7387\u964d\u81f3 20\u201340%\u3002<\/p>\n \u5185\u5b58\u5e26\u5bbd\u4f1a\u6210\u4e3a\u7cfb\u7edf\u9650\u5236\u56e0\u7d20\uff0c\u56e0\u4e3a GPU \u5927\u90e8\u5206\u5468\u671f\u90fd\u5728\u7b49\u5f85\u6743\u91cd\u4f20\u8f93\u3002\u901a\u8fc7\u589e\u5927\u6279\u5927\u5c0f\uff0c\u53ef\u4ee5\u5c06\u8fd9\u4e9b\u6743\u91cd\u8bfb\u53d6\u5f00\u9500\u644a\u8584\u5230\u591a\u4e2a\u8bf7\u6c42\u4e0a\uff0c\u4ece\u800c\u63d0\u5347\u603b\u541e\u5410\u3002\u5408\u7406\u4f18\u5316\u5185\u5b58\u5e26\u5bbd\u53ef\u4ee5\u7a33\u5b9a\u6027\u80fd\uff0c\u5e76\u5728\u751f\u4ea7\u5de5\u4f5c\u8d1f\u8f7d\u4e0b\u6574\u4f53\u63d0\u5347 Token \u751f\u6210\u6548\u7387\u3002\u6709\u6548\u7ba1\u7406\u8fd9\u4e9b\u786c\u4ef6\u7ea6\u675f\uff0c\u53ef\u4ee5\u5728\u9ad8\u5e76\u53d1\u63a8\u7406\u4efb\u52a1\u4e2d\u52a0\u901f\u5927\u6a21\u578b\u63a8\u7406\u6d41\u6c34\u7ebf\uff0c\u540c\u65f6\u964d\u4f4e\u6574\u4f53\u786c\u4ef6\u8fd0\u8425\u652f\u51fa\u3002<\/p>\n \u5ef6\u8fdf\u4e0e\u54cd\u5e94\u6027\u7684\u5173\u952e\u6307\u6807<\/strong><\/h2>\n \u5728\u751f\u4ea7\u73af\u5883\u4e2d\uff0c\u4f60\u901a\u8fc7\u8ddf\u8e2a\u5404\u6267\u884c\u9636\u6bb5\u7684\u5173\u952e\u6307\u6807\u6765\u8bc4\u4f30\u7528\u6237\u4f53\u9a8c\u3002\u670d\u52a1\u7cfb\u7edf\u91c7\u7528\u7edf\u4e00\u7684\u516c\u5f0f\u8ba1\u7b97\u7aef\u5230\u7aef\u54cd\u5e94\u65f6\u957f\uff1aLatency = TTFT + (TPOT * \u8f93\u51fa Token \u6570)\u3002\u8be5\u516c\u5f0f\u5c06\u521d\u59cb\u63d0\u793a\u5904\u7406\u65f6\u95f4\u4e0e\u7d2f\u79ef Token \u751f\u6210\u65f6\u95f4\u76f8\u52a0\uff0c\u51c6\u786e\u8861\u91cf\u6574\u4f53\u7cfb\u7edf\u54cd\u5e94\u6027\u3002<\/p>\n TTFT\u3001TPOT \u4e0e Token \u95f4\u5ef6\u8fdf<\/h3>\n \u6a21\u578b\u53c2\u6570\u89c4\u6a21\u548c\u90e8\u7f72\u786c\u4ef6\u4f1a\u76f4\u63a5\u51b3\u5b9a\u670d\u52a1\u901f\u5ea6\u3002\u4ee5 LLaMA-2 \u6a21\u578b\u4e3a\u4f8b\uff0c\u5728\u5f15\u64ce\u7248\u672c 0.6.1\u30014 \u5f20 NVIDIA A100 GPU\u300125 \u4e2a\u5e76\u53d1\u7528\u6237\u7684\u6761\u4ef6\u4e0b\uff0c\u57fa\u51c6\u6d4b\u8bd5\u51f8\u663e\u4e86\u8fd9\u4e9b\u5173\u952e\u8fd0\u884c\u6743\u8861\uff1a<\/p>\n \n\n\n\n\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n \u6a21\u578b\u89c4\u6a21<\/th>\n TTFT p50\uff08\u79d2\uff09<\/th>\n TTFT p95\uff08\u79d2\uff09<\/th>\n TTFT p99\uff08\u79d2\uff09<\/th>\n TPOT p50\uff08\u79d2\uff09<\/th>\n TPOT p95\uff08\u79d2\uff09<\/th>\n TPOT p99\uff08\u79d2\uff09<\/th>\n<\/tr>\n 7B \u6a21\u578b<\/td>\n 0.24<\/td>\n 0.89<\/td>\n 1.42<\/td>\n 0.019<\/td>\n 0.037<\/td>\n 0.056<\/td>\n<\/tr>\n 13B \u6a21\u578b<\/td>\n 0.31<\/td>\n 1.12<\/td>\n 1.78<\/td>\n 0.033<\/td>\n 0.067<\/td>\n 0.096<\/td>\n<\/tr>\n 70B \u6a21\u578b<\/td>\n 0.87<\/td>\n 2.34<\/td>\n 3.67<\/td>\n 0.122<\/td>\n 0.231<\/td>\n 0.343<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u5728\u66f4\u4f4e\u5e76\u53d1\u3001\u57fa\u4e8e NVIDIA H100 GPU \u7684\u573a\u666f\u4e0b\uff0c\u8f83\u5c0f\u7684\u6a21\u578b\u53d8\u4f53\uff08\u5982 Llama 3.1 8B\uff09\u53ef\u5b9e\u73b0\u5c0f\u4e8e 80 ms \u7684\u9996 Token \u5ef6\u8fdf\uff0c\u4ee5\u53ca 11\u201321 ms \u7684 Token \u95f4\u5ef6\u8fdf\u3002\u6a21\u578b\u67b6\u6784\u540c\u6837\u4f1a\u5f71\u54cd\u63a8\u7406\u6267\u884c\u65f6\u7684 Token \u5ef6\u8fdf\u3002Mixture-of-Experts\uff08\u4e13\u5bb6\u6df7\u5408\uff09\u67b6\u6784\u6bcf\u5c42\u53ea\u6fc0\u6d3b\u90e8\u5206\u53c2\u6570\uff0c\u76f8\u6bd4\u7a20\u5bc6\u7f51\u7edc\u53ef\u5c06\u524d\u9988\u7f51\u7edc\u901a\u4fe1\u5f00\u9500\u964d\u4f4e\u7ea6 50%\uff1b\u800c\u66f4\u6d45\u7684\u7f51\u7edc\u5c42\u6570\u5219\u80fd\u51cf\u5c11\u987a\u5e8f\u751f\u6210\u8fc7\u7a0b\u4e2d\u7684 Token \u95f4\u5ef6\u8fdf\uff0c\u4ece\u800c\u63d0\u5347\u6574\u4f53\u5927\u6a21\u578b\u6027\u80fd\u3002<\/p>\n \u5c3e\u90e8\u5ef6\u8fdf\u4e0e\u5206\u4f4d\u6570\u5206\u5e03<\/h3>\n \u4f01\u4e1a\u73af\u5883\u4f1a\u7cbe\u7ec6\u76d1\u63a7 Token \u4f7f\u7528\u60c5\u51b5\uff0c\u4ee5\u5728\u4e0d\u65ad\u6269\u5927\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e2d\u4fdd\u6301\u6548\u7387\u3002\u7cfb\u7edf\u63d0\u793a\u5728\u6570\u767e\u4e07\u6b21\u8bf7\u6c42\u4e2d\u91cd\u590d\uff0c\u4f1a\u4ea7\u751f\u5de8\u5927\u7684\u6307\u4ee4\u5f00\u9500\uff1b\u52a8\u6001\u8bf7\u6c42\u6279\u5904\u7406\u53ef\u4ee5\u5c06\u8fd9\u7c7b\u6307\u4ee4\u5f00\u9500\u6700\u591a\u964d\u4f4e 96.5%\uff0c\u907f\u514d\u4e25\u91cd\u7684\u8ba1\u7b97\u548c\u5185\u5b58\u6d6a\u8d39\u3002<\/p>\n \u73b0\u4ee3\u8fde\u7eed\u6279\u5904\u7406\u5f15\u64ce\u4f1a\u4f18\u5148\u8c03\u5ea6\u63d0\u793a\u9884\u586b\u5145\uff0c\u800c\u975e\u6b63\u5728\u8fdb\u884c\u7684\u89e3\u7801\u6b65\u9aa4\u3002\u8fd9\u79cd\u8c03\u5ea6\u7b56\u7565\u4f1a\u5e26\u6765\u7279\u5b9a\u7684\u8fd0\u884c\u74f6\u9888\uff1a<\/p>\n \n \u63d2\u5165\u9884\u586b\u5145\u4efb\u52a1\u65f6\uff0c\u4f1a\u6682\u65f6\u4e2d\u65ad\u6b63\u5728\u8fdb\u884c\u7684\u89e3\u7801\u8fed\u4ee3\u3002<\/li>\n \u5728\u5cf0\u503c\u8d1f\u8f7d\u4e0b\uff0c\u8fd9\u7c7b\u6267\u884c\u505c\u987f\u4f1a\u8ba9\u8f93\u51fa Token \u751f\u6210\u5ef6\u8fdf\u6570\u79d2\u3002<\/li>\n \u8c03\u5ea6\u5ef6\u8fdf\u4f1a\u5bfc\u81f4 P99 Token \u95f4\u5ef6\u8fdf\u6307\u6807\u51fa\u73b0\u4e25\u91cd\u5c3e\u90e8\u5ef6\u8fdf\u5c16\u5cf0\u3002<\/li>\n<\/ul>\n \u5de5\u7a0b\u5e08\u5fc5\u987b\u57fa\u4e8e\u5b8c\u6574\u7684\u7edf\u8ba1\u5206\u5e03\u6765\u5206\u6790\u6027\u80fd\u6307\u6807\uff0c\u800c\u4e0d\u80fd\u53ea\u4f9d\u8d56\u5e73\u5747\u503c\u3002\u5e73\u5747\u503c\u4f1a\u63a9\u76d6\u8d44\u6e90\u4e89\u7528\u4e0b\u7684\u5ef6\u8fdf\u5c16\u5cf0\u3002\u901a\u8fc7\u8ddf\u8e2a\u9ad8\u5206\u4f4d\u6570\uff0c\u53ef\u4ee5\u770b\u6e05\u961f\u5217\u74f6\u9888\u5728\u9ad8\u8d1f\u8f7d\u65f6\u5982\u4f55\u5f71\u54cd\u771f\u5b9e\u7ec8\u7aef\u7528\u6237\u3002\u5c06\u6574\u4f53 tokens per second \u541e\u5410\u4e0e\u4e25\u683c\u7684\u603b\u5ef6\u8fdf\u4e0a\u9650\u5e73\u8861\u8d77\u6765\uff0c\u6709\u52a9\u4e8e\u7ef4\u6301\u670d\u52a1\u8d28\u91cf\u3002\u4f60\u9700\u8981\u901a\u8fc7\u8c03\u6574\u5f15\u64ce\u53c2\u6570\u6765\u7a33\u5b9a\u5927\u6a21\u578b\u63a8\u7406\u6d41\u7a0b\u4e2d\u7684\u6392\u961f\u5ef6\u8fdf\uff1b\u5bf9\u6027\u80fd\u6307\u6807\u8fdb\u884c\u4e25\u5bc6\u76d1\u63a7\uff0c\u53ef\u5728\u8bf7\u6c42\u91cf\u589e\u957f\u65f6\u4fdd\u8bc1\u9ad8\u54cd\u5e94\u6027\u3002<\/p>\n \u5ea6\u91cf\u5927\u6a21\u578b\u63a8\u7406\u6027\u80fd\u4e0e\u541e\u5410\u91cf<\/strong><\/h2>\n \u4f60\u901a\u8fc7\u5bf9\u6bd4\u6807\u51c6\u7cfb\u7edf\u541e\u5410\u91cf\u4e0e\u5b9e\u9645\u751f\u6210\u901f\u5ea6\u6765\u8bc4\u4f30\u670d\u52a1\u80fd\u529b\u3002\u4f20\u7edf API \u5de5\u5177\u5728\u5ba2\u6237\u7aef\u4fa7\u901a\u8fc7\u6bcf\u79d2\u8bf7\u6c42\u6570\uff08RPS\uff09\u548c\u6bcf\u79d2 Token \u6570\uff08TPS\uff09\u6765\u62a5\u544a\u541e\u5410\u3002\u5ba2\u6237\u7aef\u5de5\u5177 GenAI-Perf \u901a\u8fc7\u5411\u517c\u5bb9 OpenAI \u7684\u670d\u52a1\u7aef\u70b9\u53d1\u9001\u5de5\u4f5c\u8d1f\u8f7d\u6d41\u91cf\uff0c\u5728\u5728\u7ebf\u538b\u6d4b\u4e2d\u8ddf\u8e2a\u8fd9\u4e9b\u6027\u80fd\u6307\u6807\u3002<\/p>\n \u6bcf\u79d2\u8bf7\u6c42\u6570\u4e0e\u5e76\u53d1\u6269\u5c55<\/h3>\n \u4f60\u5fc5\u987b\u540c\u65f6\u5206\u6790\u6bcf\u79d2\u8bf7\u6c42\u6570\u4e0e\u6bcf\u79d2 Token \u6570\uff0c\u624d\u80fd\u5145\u5206\u7406\u89e3\u6574\u4f53\u6279\u5904\u7406\u6548\u7387\u3002\u6807\u51c6 API \u7aef\u70b9\u901a\u8fc7\u5df2\u5b8c\u6210\u7684\u5ba2\u6237\u7aef\u8bf7\u6c42\u6570\u6765\u8ddf\u8e2a\u4e00\u822c\u670d\u52a1\u80fd\u529b\uff0c\u800c\u804a\u5929\u670d\u52a1\u5219\u901a\u8fc7\u8f93\u51fa Token \u7684\u6bcf\u79d2\u751f\u6210\u901f\u5ea6\u6765\u76d1\u63a7\u5b9e\u65f6\u6027\u80fd\u3002<\/p>\n \n \u5ba2\u6237\u7aef\u4fa7\u7684 Token \u751f\u6210\u541e\u5410\u53cd\u6620\u4e86\u7528\u6237\u5728\u6d41\u5f0f\u4f1a\u8bdd\u4e2d\u7684\u4e3b\u89c2\u4f20\u8f93\u901f\u5ea6\u3002<\/li>\n \u670d\u52a1\u7aef\u573a\u666f\u4f1a\u5728\u56fa\u5b9a\u5ef6\u8fdf\u76ee\u6807\u4e0b\u8bc4\u4f30 TTFT \u4e0e TPOT\uff0c\u4f8b\u5982 450 ms \u7684\u9996 Token \u5ef6\u8fdf\u548c 40 ms \u7684\u5355 Token \u751f\u6210\u65f6\u95f4\u3002<\/li>\n \u79bb\u7ebf\u573a\u666f\u5219\u5728\u5b8c\u6574\u6570\u636e\u96c6\u8fd0\u884c\u4e2d\uff0c\u805a\u5408\u6bcf\u79d2\u751f\u6210\u7684\u603b\u8f93\u51fa Token \u6570\u3002<\/li>\n<\/ul>\n \u9488\u5bf9\u6279\u5904\u7406\u4f18\u5316\u7684\u57fa\u51c6\u6d4b\u8bd5\u5f80\u5f80\u901a\u8fc7\u56fa\u5b9a\u957f\u5ea6\u63d0\u793a\u3001\u5728\u9884\u70ed\u5b8c\u6210\u7684 GPU \u4e0a\u8fd0\u884c\uff0c\u4ee5\u63a9\u76d6\u5b9e\u9645\u8fd0\u884c\u4e2d\u7684\u505c\u987f\u3002\u6df7\u5408\u63d0\u793a\u957f\u5ea6\u4f1a\u5728\u771f\u5b9e\u73af\u5883\u4e2d\u5bfc\u81f4 GPU \u5229\u7528\u7387\u4e0b\u964d\u548c\u52a8\u6001\u6392\u961f\u5ef6\u8fdf\u3002\u51b7\u7f13\u5b58\u672a\u547d\u4e2d\u4e5f\u4f1a\u589e\u52a0\u4ea4\u4e92\u7528\u6237\u7684\u603b\u5ef6\u8fdf\u3002\u4f60\u5e94\u7ed3\u5408\u8bf7\u6c42\u91cf\u4e0e\u5b9e\u9645\u8f93\u51fa Token \u5ea6\u91cf\uff0c\u6765\u4f18\u5316\u90e8\u7f72\u786c\u4ef6\u7684\u8d44\u6e90\u5206\u914d\u3002<\/p>\n Goodput \u4e0e SLO \u8fbe\u6210\u7387<\/h3>\n \u539f\u59cb\u541e\u5410\u6570\u636e\u5e76\u4e0d\u80fd\u4fdd\u8bc1\u7528\u6237\u5728\u4f01\u4e1a\u4f7f\u7528\u573a\u666f\u4e2d\u771f\u6b63\u6ee1\u610f\u3002\u4f60\u901a\u8fc7\u8ddf\u8e2a\u751f\u4ea7\u96c6\u7fa4\u4e2d\u7684 Goodput \u6765\u5ea6\u91cf\u6709\u6548\u670d\u52a1\u6210\u529f\u7387\u3002Goodput \u7edf\u8ba1\u7684\u662f\u5728\u5355\u4f4d\u65f6\u95f4\u5185\uff0c\u5b8c\u5168\u5728\u670d\u52a1\u7b49\u7ea7\u76ee\u6807\uff08SLO\uff09\u5185\u5b8c\u6210\u7684\u6210\u529f\u8bf7\u6c42 Token \u6570\u3002<\/p>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n\n \u6307\u6807<\/th>\n \u5b9a\u4e49<\/th>\n \u6d4b\u91cf\u65b9\u6cd5<\/th>\n<\/tr>\n \u670d\u52a1\u7b49\u7ea7\u76ee\u6807\u8fbe\u6210\u7387<\/td>\n \u5728\u6240\u6709 Token \u4ea4\u4ed8\u671f\u9650\u5185\u5b8c\u6210\u7684\u8bf7\u6c42\u5360\u6bd4<\/td>\n \u53ea\u7edf\u8ba1\u6ee1\u8db3\u76ee\u6807\u65f6\u95f4\u6761\u4ef6\u7684\u5b8c\u6574\u8bf7\u6c42<\/td>\n<\/tr>\n Goodput<\/td>\n \u6ee1\u8db3\u670d\u52a1\u7b49\u7ea7\u76ee\u6807\u7684 Token \u541e\u5410<\/td>\n \u7528\u6210\u529f\u8f93\u51fa\u7684 Token \u6570\u9664\u4ee5\u603b\u670d\u52a1\u65f6\u95f4<\/td>\n<\/tr>\n \u5e73\u6ed1 Goodput<\/td>\n \u8fde\u7eed\u5316\u7684\u670d\u52a1\u6536\u76ca\u8ba1\u7b97<\/td>\n \u901a\u8fc7\u60e9\u7f5a\u5ef6\u8fdf Token \u800c\u975e\u76f4\u63a5\u4e22\u5f03\u8d85\u65f6\u8bf7\u6c42\u6765\u8ba1\u7b97<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u6d4b\u91cf Goodput \u6709\u52a9\u4e8e\u5c06\u771f\u6b63\u7684\u8fd0\u8425\u4ea4\u4ed8\u901f\u5ea6\u4e0e\u88ab\u6d6a\u8d39\u7684\u8ba1\u7b97\u6b65\u9aa4\u533a\u5206\u5f00\u6765\u3002\u9ad8\u8d1f\u8f7d\u4f1a\u589e\u52a0\u6392\u961f\u5ef6\u8fdf\uff0c\u4ece\u800c\u524a\u5f31\u4ea4\u4e92\u6027\u80fd\u3002\u73b0\u4ee3\u63a8\u7406\u5de5\u5177\u901a\u8fc7\u6263\u51cf\u57fa\u4e8e\u7528\u6237\u4f53\u9a8c\u6807\u5b9a\u7684\u5ef6\u8fdf\u60e9\u7f5a\u6765\u8ba1\u7b97\u5e73\u6ed1 Goodput\uff0c\u8fd9\u4e00\u8fde\u7eed\u6307\u6807\u53ef\u4ee5\u5e2e\u52a9\u4f60\u5728\u771f\u5b9e\u6d41\u91cf\u9ad8\u5cf0\u4e0b\u8bc4\u4f30\u5927\u8bed\u8a00\u6a21\u578b\u8868\u73b0\u3002\u4f60\u53ef\u4ee5\u901a\u8fc7\u8c03\u4f18\u6267\u884c\u6279\u5904\u7406\u65b9\u5f0f\uff0c\u5728\u4fdd\u8bc1\u6240\u6709\u8282\u70b9\u6ee1\u8db3\u4e25\u683c\u5ef6\u8fdf\u9608\u503c\u7684\u524d\u63d0\u4e0b\uff0c\u7ef4\u6301\u9ad8\u5927\u6a21\u578b\u6027\u80fd\u3002\u5bf9\u8fd9\u4e9b\u5173\u952e\u6307\u6807\u7684\u6807\u51c6\u5316\u5ea6\u91cf\uff0c\u6709\u52a9\u4e8e\u6784\u5efa\u53ef\u6269\u5c55\u3001\u5177\u6210\u672c\u6548\u76ca\u7684\u5927\u6a21\u578b\u63a8\u7406\u6d41\u6c34\u7ebf\uff1b\u8ddf\u8e2a Goodput \u80fd\u786e\u4fdd\u63a8\u7406\u5e73\u53f0\u5728\u4e0d\u6d6a\u8d39\u786c\u4ef6\u7b97\u529b\u7684\u60c5\u51b5\u4e0b\uff0c\u6301\u7eed\u63d0\u4f9b\u7a33\u5b9a\u54cd\u5e94\u3002<\/p>\n \u4f18\u5316\u5927\u6a21\u578b\u63a8\u7406\u4e2d\u7684\u7cfb\u7edf\u6743\u8861<\/strong><\/h2>\n \u4f18\u5316\u5927\u6a21\u578b\u63a8\u7406\u9700\u8981\u5728\u5904\u7406\u901f\u5ea6\u4e0e\u786c\u4ef6\u5185\u5b58\u4f7f\u7528\u4e4b\u95f4\u8fdb\u884c\u5e73\u8861\u3002\u4f20\u7edf\u9759\u6001\u6279\u5904\u7406\u4f1a\u5bfc\u81f4\u4e25\u91cd\u7684\u670d\u52a1\u5668\u5ef6\u8fdf\uff0c\u56e0\u4e3a\u77ed\u8f93\u51fa\u5fc5\u987b\u7b49\u5f85\u957f\u8f93\u51fa\u5b8c\u6210\u3002\u73b0\u4ee3\u670d\u52a1\u6846\u67b6\u901a\u8fc7\u8fde\u7eed\u6279\u5904\u7406\u548c\u9ad8\u7ea7\u5185\u5b58\u7ba1\u7406\u6765\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\u3002<\/p>\n \u8fde\u7eed\u6279\u5904\u7406\u4e0e\u5185\u5b58\u7ba1\u7406<\/h3>\n \u8fde\u7eed\u6279\u5904\u7406\u5728\u8fed\u4ee3\u7ea7\u522b\u4e0a\u8fd0\u884c\uff0c\u4ee5\u9ad8\u6548\u5904\u7406\u52a8\u6001\u5de5\u4f5c\u8d1f\u8f7d\u3002\u7cfb\u7edf\u8c03\u5ea6\u5668\u4f1a\u5728\u6bcf\u4e2a\u8fed\u4ee3\u6b65\u9aa4\u540e\u68c0\u67e5\u5f53\u524d\u6d3b\u52a8\u8bf7\u6c42\u961f\u5217\u3002<\/p>\n \n \u5185\u5b58\u5f15\u64ce\u5c06\u5e8f\u5217\u7f13\u5b58\u6570\u636e\u5212\u5206\u4e3a\u903b\u8f91\u5185\u5b58\u5757\u3002<\/li>\n \u8fd0\u884c\u65f6\u5c06\u8fd9\u4e9b\u903b\u8f91\u5757\u6620\u5c04\u5230\u7269\u7406\u663e\u5b58\u5757\u3002<\/li>\n \u5757\u8868\u8ddf\u8e2a\u5206\u6563\u5728\u7269\u7406\u5185\u5b58\u4e2d\u7684\u6240\u6709\u903b\u8f91\u6620\u5c04\u3002<\/li>\n \u670d\u52a1\u5f15\u64ce\u4f1a\u968f\u7740\u5e8f\u5217\u751f\u6210 Token \u52a8\u6001\u5206\u914d\u65b0\u7684\u5185\u5b58\u5757\u3002<\/li>\n \u8bf7\u6c42\u7ed3\u675f\u540e\uff0c\u7cfb\u7edf\u4f1a\u7acb\u5373\u91ca\u653e\u5bf9\u5e94\u7684\u5e8f\u5217\u5185\u5b58\u5757\u3002<\/li>\n \u5f15\u64ce\u4f1a\u5c06\u7b49\u5f85\u4e2d\u7684\u8bf7\u6c42\u63d2\u5165\u7a7a\u95f2\u6279\u6b21\u69fd\u4f4d\uff0c\u800c\u4e0d\u4f1a\u62d6\u6162\u6b63\u5728\u6267\u884c\u7684\u5e8f\u5217\u3002<\/li>\n<\/ol>\n \u8fd9\u79cd\u52a8\u6001\u65b9\u5f0f\u6d88\u9664\u4e86\u9884\u5206\u914d\u5185\u5b58\u7684\u6d6a\u8d39\u3002PagedAttention \u5728\u751f\u4ea7\u6d41\u91cf\u4e0b\u53ef\u5c06\u5185\u5b58\u6d6a\u8d39\u964d\u4f4e\u81f3\u7ea6 4%\u3002<\/p>\n \n\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n \u5de5\u4f5c\u8d1f\u8f7d\u7c7b\u578b<\/th>\n \u56fa\u5b9a\u6279\u5904\u7406\uff08\u8bf7\u6c42\/\u5206\u949f\uff09<\/th>\n \u8fde\u7eed\u6279\u5904\u7406\uff08\u8bf7\u6c42\/\u5206\u949f\uff09<\/th>\n \u541e\u5410\u63d0\u5347<\/th>\n<\/tr>\n \u6df7\u5408\u54cd\u5e94\u957f\u5ea6\uff0850\u2013800 Token\uff09<\/td>\n 25<\/td>\n 85<\/td>\n 3.4x<\/td>\n<\/tr>\n \u4ea4\u4e92\u5f0f\u804a\u5929\uff08\u8f6e\u6b21\u53ef\u53d8\uff09<\/td>\n 35<\/td>\n 110<\/td>\n 3.1x<\/td>\n<\/tr>\n \u7a33\u5b9a\u77ed\u54cd\u5e94\uff08<100 Token\uff09<\/td>\n 60<\/td>\n 95<\/td>\n 1.6x<\/td>\n<\/tr>\n \u957f\u6587\u672c\u751f\u6210\uff08\u5e73\u5747 >500 Token\uff09<\/td>\n 12<\/td>\n 28<\/td>\n 2.3x<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u5728\u591a\u79cd\u54cd\u5e94\u957f\u5ea6\u4e0b\uff0c\u4f60\u90fd\u80fd\u83b7\u5f97\u663e\u8457\u7684\u541e\u5410\u63d0\u5347\u3002<\/p>\n \n \u8fde\u7eed\u6279\u5904\u7406\u5728\u5df2\u6709\u8bf7\u6c42\u91ca\u653e\u663e\u5b58\u540e\uff0c\u7acb\u5373\u63a5\u7eb3\u6392\u961f\u8bf7\u6c42\u3002<\/li>\n \u5728\u987a\u5e8f\u751f\u6210\u6b65\u9aa4\u4e2d\uff0cGPU \u6279\u6b21\u59cb\u7ec8\u4fdd\u6301\u9ad8\u586b\u5145\u5ea6\u3002<\/li>\n \u77ed\u5e8f\u5217\u4f1a\u63d0\u524d\u7ed3\u675f\uff0c\u800c\u5269\u4f59\u5e8f\u5217\u5219\u5728\u4e0d\u589e\u52a0\u989d\u5916\u5ef6\u8fdf\u7684\u60c5\u51b5\u4e0b\u7ee7\u7eed\u751f\u6210\u3002<\/li>\n<\/ul>\n \u66f4\u9ad8\u7684\u5e76\u53d1\u4f1a\u8ba9 Token \u751f\u6210\u6b65\u9aa4\u53d8\u6162\uff0c\u56e0\u6b64\u4f60\u5fc5\u987b\u5c06\u8fde\u7eed\u6279\u5904\u7406\u4e0e\u6a21\u578b\u4f18\u5316\u7ed3\u5408\u8d77\u6765\uff0c\u624d\u80fd\u5728\u9ad8\u7528\u6237\u91cf\u4e0b\u4fdd\u62a4\u7cfb\u7edf\u6548\u7387\u3002<\/p>\n \u63a8\u6d4b\u89e3\u7801\u4e0e\u89e3\u8026\u5f0f\u670d\u52a1<\/h3>\n \u63a8\u6d4b\u89e3\u7801\u901a\u8fc7\u5728\u4e3b\u6a21\u578b\u65c1\u8fb9\u8fd0\u884c\u4e00\u4e2a\u66f4\u5c0f\u7684\u8349\u7a3f\u6a21\u578b\u6765\u52a0\u901f\u63a8\u7406\u3002\u8349\u7a3f\u6a21\u578b\u53ef\u4ee5\u5feb\u901f\u751f\u6210\u5019\u9009 Token\uff0c\u800c\u5927\u578b\u76ee\u6807\u6a21\u578b\u5219\u4ee5\u5e76\u884c\u65b9\u5f0f\u5728\u4e00\u6b21\u524d\u5411\u8ba1\u7b97\u4e2d\u9a8c\u8bc1\u8fd9\u4e9b\u5019\u9009 Token\u3002<\/p>\n \n\n\n\n<\/colgroup>\n\n\n\n\n\n \u52a0\u901f\u6548\u679c<\/th>\n \u6761\u4ef6<\/th>\n<\/tr>\n \u6700\u9ad8 111% \u541e\u5410\u63d0\u5347<\/td>\n \u4e3a LLaMa-65B \u8bbe\u8ba1\u7684\u65b0\u8349\u7a3f\u6a21\u578b\uff0c\u76f8\u6bd4\u65e2\u6709\u8349\u7a3f\u6a21\u578b\uff0c\u5728\u4fdd\u6301\u51c6\u786e\u7387\u7684\u540c\u65f6\u63d0\u5347\u541e\u5410\u3002<\/td>\n<\/tr>\n \u8d85\u8fc7 60% \u541e\u5410\u63d0\u5347<\/td>\n \u5728\u53c2\u6570\u603b\u91cf\u4e0d\u53d8\u7684\u524d\u63d0\u4e0b\uff0c\u7528\u66f4\u6df1\u800c\u66f4\u7a84\u7684\u65b0\u8349\u7a3f\u6a21\u578b\u66ff\u4ee3\u65e2\u6709\u6a21\u578b\u3002<\/td>\n<\/tr>\n 97%\u2013111% \u541e\u5410\u63d0\u5347<\/td>\n \u5728\u6e29\u5ea6\u91c7\u6837\u5bf9\u6bd4\u5b9e\u9a8c\u4e2d\uff0cNoFT-Wide-796M \u8349\u7a3f\u6a21\u578b\u76f8\u5bf9\u67d0\u5df2\u5fae\u8c03\u6a21\u578b\u7684\u8868\u73b0\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u8fd9\u79cd\u6267\u884c\u65b9\u5f0f\u5728\u5b8c\u5168\u4fdd\u6301\u76ee\u6807\u8f93\u51fa\u8d28\u91cf\u7684\u524d\u63d0\u4e0b\uff0c\u663e\u8457\u964d\u4f4e\u751f\u6210\u5ef6\u8fdf\u3002\u4f60\u53ef\u4ee5\u5728\u65e0\u9700\u91cd\u65b0\u8bad\u7ec3\u5927\u6a21\u578b\u7684\u60c5\u51b5\u4e0b\uff0c\u83b7\u5f97\u66f4\u5feb\u7684\u5355 Token \u751f\u6210\u901f\u5ea6\u3002<\/p>\n \u591a\u8282\u70b9\u90e8\u7f72\u4f1a\u5c06\u8ba1\u7b97\u5bc6\u96c6\u7684\u9884\u586b\u5145\u64cd\u4f5c\u4e0e\u5185\u5b58\u5bc6\u96c6\u7684\u89e3\u7801\u6b65\u9aa4\u62c6\u5206\u5230\u4e0d\u540c\u7684 GPU \u96c6\u7fa4\u4e0a\u3002<\/p>\n \n\n\n\n<\/colgroup>\n\n\n\n\n\n \u7ed3\u8bba<\/th>\n \u53d1\u73b0<\/th>\n<\/tr>\n \u5ef6\u8fdf\u6539\u8fdb<\/td>\n PPD\uff08\u9884\u586b\u5145\/\u89e3\u7801\u89e3\u8026\u670d\u52a1\u53d8\u4f53\uff09\u5728\u4fdd\u6301 TPOT \u7ade\u4e89\u529b\u7684\u540c\u65f6\uff0c\u5c06\u7b2c 2 \u8f6e\u53ca\u4e4b\u540e\u7684 TTFT \u964d\u4f4e\u7ea6 68%\u3002<\/td>\n<\/tr>\n \u541e\u5410\u4e0e\u8d1f\u8f7d\u884c\u4e3a<\/td>\n PPD \u5728\u9ad8\u8d1f\u8f7d\u4e0b\u7f13\u89e3 KV \u4f20\u8f93\u62e5\u585e\u3002<\/td>\n<\/tr>\n \u67b6\u6784\u539f\u7406<\/td>\n \u5c06\u9884\u586b\u5145\u4e0e\u89e3\u7801\u7269\u7406\u62c6\u5206\u5230\u4e0d\u540c GPU \u8d44\u6e90\u6c60\uff0c\u53ef\u4ee5\u6d88\u9664\u76f8\u4e92\u5e72\u6270\uff0c\u4f7f P\/D \u8d44\u6e90\u72ec\u7acb\u6269\u7f29\u5e76\u652f\u6301\u786c\u4ef6\u591a\u6837\u5316\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u5728\u5f02\u6784\u90e8\u7f72\u4e2d\u4f7f\u7528 A100 \u7cfb\u7edf\u53ef\u4ee5\u81f3\u5c11\u5c06\u5355 Token \u5ef6\u8fdf\u964d\u4f4e 2 ms\uff1b\u800c 25 Gbps \u4ee5\u592a\u7f51\u4e0b\u7684\u8de8\u8282\u70b9\u6570\u636e\u4f20\u8f93\uff0c\u6bcf\u4e2a Token \u7684\u989d\u5916\u5f00\u9500\u6700\u591a\u7ea6 0.21 ms\u3002\u901a\u8fc7\u89e3\u8026\u8282\u70b9\uff0c\u53ef\u4ee5\u5728\u5206\u5e03\u5f0f\u96c6\u7fa4\u4e2d\u4f18\u5316\u5927\u6a21\u578b\u63a8\u7406\u6d41\u6c34\u7ebf\uff1b\u9488\u5bf9\u6027\u786c\u4ef6\u4f18\u5316\u53ef\u4ee5\u5728\u751f\u4ea7\u89c4\u6a21\u4e0b\u7a33\u5b9a\u54cd\u5e94\u5ef6\u8fdf\u3002<\/p>\n 2026 \u5e74\u751f\u4ea7\u57fa\u7ebf\u4e0e\u51b3\u7b56\u6846\u67b6<\/strong><\/h2>\n \u4f60\u5fc5\u987b\u8bbe\u5b9a\u6e05\u6670\u7684\u57fa\u7ebf\u76ee\u6807\uff0c\u624d\u80fd\u5728\u771f\u5b9e\u751f\u4ea7\u73af\u5883\u4e2d\u8bc4\u4f30\u7cfb\u7edf\u6548\u7387\u3002\u751f\u6210\u5f0f AI \u57fa\u7840\u8bbe\u65bd\u9700\u8981\u5bf9\u5ef6\u8fdf\u76ee\u6807\u4e0e\u7b97\u529b\u4e0a\u9650\u8fdb\u884c\u4e25\u683c\u76d1\u63a7\uff0c\u4e0d\u540c\u7528\u6237\u4efb\u52a1\u5728\u5b9e\u9645\u90e8\u7f72\u4e2d\u5bf9\u5e94\u4e0d\u540c\u7684\u6027\u80fd\u76ee\u6807\u3002<\/p>\n \u6309\u5de5\u4f5c\u8d1f\u8f7d\u8bc4\u4f30 Token \u751f\u6210\u6548\u7387<\/h3>\n \u4ea4\u4e92\u5f0f\u5e94\u7528\u9700\u8981\u5feb\u901f\u7684\u9996\u54cd\u5e94\u6765\u4fdd\u6301\u7528\u6237\u53c2\u4e0e\u5ea6\u3002GuideLLM \u4e3a\u4f01\u4e1a\u7ea7\u804a\u5929\u90e8\u7f72\u7ed9\u51fa\u4e86\u5177\u4f53\u670d\u52a1\u76ee\u6807\uff1a<\/p>\n \n \u9996 Token \u5ef6\u8fdf\u76ee\u6807\u63a7\u5236\u5728 200 ms \u4ee5\u5185\uff1b<\/li>\n \u8fd9\u4e00\u54cd\u5e94\u76ee\u6807\u9700\u8981\u5728 99% \u7684\u603b\u8bf7\u6c42\u4e2d\u8fbe\u6210\u3002<\/li>\n<\/ul>\n \u4f60\u901a\u8fc7\u5728\u5ef6\u8fdf\u76ee\u6807\u4e0e\u7cfb\u7edf\u786c\u4ef6\u6210\u672c\u4e4b\u95f4\u6743\u8861\uff0c\u6765\u8861\u91cf Token \u751f\u6210\u6548\u7387\u3002\u5b9e\u65f6\u804a\u5929\u5e94\u7528\u66f4\u770b\u91cd\u4f4e\u9996\u5ef6\u8fdf\uff0c\u800c\u975e\u6700\u5927\u6279\u5927\u5c0f\uff1b\u957f\u4e0a\u4e0b\u6587\u6458\u8981\u4efb\u52a1\u5219\u66f4\u504f\u5411\u8f93\u51fa\u541e\u5410\uff0c\u800c\u5bf9\u9996\u54cd\u5e94\u901f\u5ea6\u8981\u6c42\u8f83\u4f4e\u3002<\/p>\n \u5de5\u7a0b\u5e08\u4f1a\u5206\u6790\u6027\u80fd\u6307\u6807\uff0c\u4ee5\u8bc4\u4f30\u9ad8\u8d1f\u8f7d\u4e0b\u7684\u6574\u4f53\u961f\u5217\u5065\u5eb7\u5ea6\u3002\u9ad8\u7528\u6237\u6d41\u91cf\u4f1a\u5728\u670d\u52a1\u8282\u70b9\u95f4\u589e\u52a0\u6392\u961f\u5ef6\u8fdf\u3002\u4f60\u53ef\u4ee5\u901a\u8fc7\u8ba9\u8fd0\u884c\u65f6\u914d\u7f6e\u9002\u914d\u5b9e\u9645\u5de5\u4f5c\u8d1f\u8f7d\uff0c\u6765\u4fdd\u62a4\u5927\u6a21\u578b\u63a8\u7406\u6d41\u6c34\u7ebf\uff1b\u6709\u6548\u7684\u6a21\u578b\u4f18\u5316\u53ef\u4ee5\u5728\u4e0d\u89e6\u53d1\u5185\u5b58\u6ea2\u51fa\u7684\u524d\u63d0\u4e0b\u7a33\u5b9a\u5904\u7406\u901f\u5ea6\u3002<\/p>\n \u6210\u672c\u6548\u7387\u4e0e\u786c\u4ef6\u9009\u578b\u7b56\u7565<\/h3>\n \u786c\u4ef6\u9009\u578b\u76f4\u63a5\u51b3\u5b9a\u6574\u4f53\u8d44\u672c\u5f00\u652f\u4e0e\u8fd0\u884c\u6210\u672c\u3002\u5bf9\u4e8e\u5c0f\u56e2\u961f\u6765\u8bf4\uff0c\u5728\u672c\u5730\u786c\u4ef6\u4e0a\u90e8\u7f72\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u53ef\u4ee5\u66f4\u597d\u5730\u63a7\u5236\u5185\u5b58\u3002\u4f8b\u5982\uff0c\u4e00\u53f0\u642d\u8f7d M4 Ultra \u7684 Mac Studio \u5728 Q8 \u91cf\u5316\u4e0b\u8fd0\u884c Llama 3 70B \u65f6\uff0c\u53ef\u8fbe\u5230\u7ea6 15\u201325 Token\/\u79d2\u7684\u901f\u5ea6\uff0c\u800c\u56e0\u5b58\u5728\u5378\u8f7d\u5f00\u9500\u7684 RTX 5090 \u5219\u53ea\u6709\u7ea6 3\u20135 Token\/\u79d2\u3002\u6570\u636e\u4e2d\u5fc3\u90e8\u7f72\u5219\u9700\u8981\u4e13\u7528\u52a0\u901f\u786c\u4ef6\u6765\u627f\u8f7d\u4f01\u4e1a\u7ea7\u9700\u6c42\u3002<\/p>\n \n\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n \u786c\u4ef6\u5e73\u53f0<\/th>\n \u5de5\u4f5c\u8d1f\u8f7d\u6216\u57fa\u51c6\u573a\u666f<\/th>\n \u8fd0\u8425 CPM<\/th>\n \u5173\u952e\u6027\u80fd\u6307\u6807<\/th>\n<\/tr>\n NVIDIA B200<\/td>\n \u4f01\u4e1a\u7ea7\u670d\u52a1<\/td>\n \u7ea6 $0.02 \/ \u767e\u4e07 Token<\/td>\n \u7ea6 60,000 Token\/\u79d2 \/ GPU<\/td>\n<\/tr>\n H100 SXM<\/td>\n Llama 4 Scout 17B \u5728 vLLM \u4e0a<\/td>\n $0.19 \/ \u767e\u4e07 Token<\/td>\n 4,200 Token\/\u79d2 \u541e\u5410<\/td>\n<\/tr>\n H100 SXM<\/td>\n 70B FP8\uff0c\u914d\u5408\u6700\u4f18\u6279\u5904\u7406<\/td>\n $0.32\u2013$0.54 \/ \u767e\u4e07 Token<\/td>\n 1,500\u20132,500 Token\/\u79d2 \u541e\u5410<\/td>\n<\/tr>\n MI300X<\/td>\n Mixtral 8x7B\uff0c\u6279\u5927\u5c0f\u4e3a 1<\/td>\n $22.22 \/ \u767e\u4e07 Token<\/td>\n \u4e70\u65ad vs \u79df\u7528\u7684\u76c8\u4e8f\u5e73\u8861\u70b9\u7ea6\u4e3a 9,045 \u5c0f\u65f6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u9009\u62e9\u73b0\u4ee3\u6570\u636e\u4e2d\u5fc3\u82af\u7247\u53ef\u4ee5\u663e\u8457\u964d\u4f4e Token \u6210\u672c\u3002Blackwell \u67b6\u6784\u76f8\u8f83 Hopper \u82af\u7247\uff0cToken \u6210\u672c\u53ef\u6700\u591a\u964d\u4f4e 10 \u500d\u3002<\/p>\n \u4f60\u53ef\u4ee5\u901a\u8fc7\u5c06\u786c\u4ef6\u5e73\u53f0\u4e0e\u5b9e\u9645\u6279\u5927\u5c0f\u5206\u5e03\u76f8\u5339\u914d\u6765\u4f18\u5316\u8fd0\u8425\u6210\u672c\u3002MI300X GPU \u5728\u6279\u5927\u5c0f\u5927\u4e8e 256 \u7684\u60c5\u51b5\u4e0b\u63d0\u4f9b\u66f4\u4f4e\u7684 Token \u6210\u672c\uff1bH100 GPU \u5728\u6279\u5927\u5c0f 2\u2013128 \u7684\u4e2d\u7b49\u6279\u6b21\u4e0b\uff0c\u5177\u5907\u66f4\u4f18\u7684\u5355\u4f4d Token \u6210\u672c\u3002\u4f18\u5316\u5927\u6a21\u578b\u63a8\u7406\uff0c\u9700\u8981\u5c06\u786c\u4ef6\u5185\u5b58\u5e26\u5bbd\u4e0e\u9884\u671f\u6279\u5927\u5c0f\u7cbe\u51c6\u5339\u914d\uff1b\u5408\u7406\u7684\u63a8\u7406\u67b6\u6784\u8bbe\u8ba1\u65e2\u80fd\u63d0\u4f9b\u5f3a\u52b2\u7684\u5927\u6a21\u578b\u6027\u80fd\uff0c\u53c8\u80fd\u63a7\u5236\u786c\u4ef6\u652f\u51fa\u3002\u901a\u8fc7\u7cbe\u660e\u7684\u4f18\u5316\uff0c\u4f60\u53ef\u4ee5\u5728\u9ad8\u751f\u4ea7\u6d41\u91cf\u4e0b\u4fdd\u6301\u4f01\u4e1a\u90e8\u7f72\u7684\u7a33\u5b9a\u6027\uff0c\u540c\u65f6\u63d0\u5347\u6574\u4f53\u5927\u6a21\u578b\u5bb9\u91cf\u800c\u4e0d\u900f\u652f\u9884\u7b97\u3002<\/p>\n \n <\/div>\n<\/div>\n 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\u4f60\u53ef\u4ee5\u6839\u636e\u76ee\u6807\u5e94\u7528\u9700\u6c42\u9009\u62e9\u4f18\u5316\u8def\u5f84\uff1a<\/p>\n \n \u5bf9\u4e8e\u4ea4\u4e92\u5f0f\u804a\u5929\u5de5\u4f5c\u8d1f\u8f7d\uff0c\u53ef\u9009\u62e9\u63a8\u6d4b\u89e3\u7801\u4ee5\u964d\u4f4e\u5355\u6b21\u54cd\u5e94\u5ef6\u8fdf\u3002<\/li>\n \u5bf9\u4e8e\u9ad8\u5e76\u53d1\u4f01\u4e1a\u7ea7\u5927\u6a21\u578b\u63a8\u7406\u5e94\u7528\uff0c\u53ef\u90e8\u7f72\u89e3\u8026\u67b6\u6784\uff0c\u5c06\u8ba1\u7b97\u5bc6\u96c6\u7684\u9884\u586b\u5145\u4e0e\u53d7\u5185\u5b58\u9650\u5236\u7684\u89e3\u7801\u5de5\u4f5c\u8d1f\u8f7d\u62c6\u5206\u5230\u4e0d\u540c GPU \u96c6\u7fa4\u3002<\/li>\n<\/ul>\n \u5e38\u89c1\u95ee\u7b54\uff08FAQ\uff09<\/strong><\/h2>\n \u5982\u4f55\u8ba1\u7b97\u63a8\u7406\u4e2d\u7684\u7aef\u5230\u7aef\u603b\u5ef6\u8fdf\uff1f<\/h3>\n \u4f60\u53ef\u4ee5\u901a\u8fc7\u5c06\u9996 Token \u5ef6\u8fdf\uff08TTFT\uff09\u4e0e\u5355 Token \u65f6\u95f4\uff08TPOT\uff09\u548c\u8f93\u51fa Token \u6570\u7684\u4e58\u79ef\u76f8\u52a0\uff0c\u6765\u8ba1\u7b97\u603b\u5ef6\u8fdf\u3002\u8be5\u516c\u5f0f\u6709\u52a9\u4e8e\u8bc4\u4f30\u4ea4\u4e92\u5f0f\u5e94\u7528\u4e2d\u7684\u6574\u4f53\u5927\u6a21\u578b\u54cd\u5e94\u6027\u3002<\/p>\n \u9884\u586b\u5145\u4e0e\u89e3\u7801\u9636\u6bb5\u5728\u8ba1\u7b97\u4e0a\u6700\u5927\u7684\u533a\u522b\u662f\u4ec0\u4e48\uff1f<\/h3>\n \u9884\u586b\u5145\u9636\u6bb5\u4f1a\u540c\u65f6\u5904\u7406\u6240\u6709\u8f93\u5165 Token\uff0c\u5f3a\u70c8\u4f9d\u8d56 GPU \u8ba1\u7b97\u80fd\u529b\uff1b\u89e3\u7801\u9636\u6bb5\u5219\u6309\u987a\u5e8f\u751f\u6210\u8f93\u51fa Token\uff0c\u4e3b\u8981\u53d7\u9650\u4e8e\u5185\u5b58\u5e26\u5bbd\u3002<\/p>\n \u4e3a\u4ec0\u4e48\u4f01\u4e1a\u56e2\u961f\u5e94\u4f18\u5148\u5173\u6ce8 Goodput\uff0c\u800c\u4e0d\u662f\u539f\u59cb\u541e\u5410\uff1f<\/h3>\n \u539f\u59cb\u541e\u5410\u53ea\u7edf\u8ba1\u751f\u6210\u7684 Token \u6570\uff0c\u800c\u4e0d\u533a\u5206\u662f\u5426\u8d85\u65f6\uff1bGoodput \u53ea\u7edf\u8ba1\u6ee1\u8db3\u670d\u52a1\u7b49\u7ea7\u76ee\u6807\u7684\u6210\u529f Token\u3002\u56e0\u6b64\uff0c\u76d1\u63a7 Goodput \u80fd\u5728\u9ad8\u6d41\u91cf\u4e0b\u5e2e\u52a9\u4f60\u7ef4\u62a4\u670d\u52a1\u8d28\u91cf\u3002<\/p>\n \u8fde\u7eed\u6279\u5904\u7406\u5982\u4f55\u63d0\u5347\u751f\u6210\u6548\u7387\uff1f<\/h3>\n \u8fde\u7eed\u6279\u5904\u7406\u5728\u6bcf\u4e2a\u8fed\u4ee3\u6b65\u9aa4\u4e0a\u7ba1\u7406\u8bf7\u6c42\u961f\u5217\u3002\u8be5\u6280\u672f\u501f\u52a9 PagedAttention \u5c06\u5185\u5b58\u6d6a\u8d39\u964d\u4f4e\u5230\u7ea6 4%\uff0c\u56e0\u6b64\u4f60\u53ef\u4ee5\u7528\u5b83\u6765\u4f18\u5316\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6574\u4f53\u541e\u5410\u3002<\/p>\n \u63a8\u6d4b\u89e3\u7801\u4e0e\u89e3\u8026\u5f0f\u670d\u52a1\u5982\u4f55\u964d\u4f4e\u5ef6\u8fdf\uff1f<\/h3>\n 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\u8fde\u7eed\u6279\u5904\u7406\u53ef\u4ee5\u6d88\u9664\u5185\u5b58\u6d6a\u8d39\uff0c\u5c06\u7cfb\u7edf\u901f\u5ea6\u63d0\u5347\u81f3\u539f\u6765\u7684 3 \u500d\u5de6\u53f3\u3002 \u63a8\u6d4b\u89e3\u7801\u5229\u7528\u5c0f\u6a21\u578b\u52a0\u901f\u8bcd\u5143\u751f\u6210\uff0c\u540c\u65f6\u4e0d\u727a\u7272\u8f93\u51fa\u8d28\u91cf\u3002 \u73b0\u4ee3\u56fe\u5f62\u82af\u7247\u53ef\u4ee5\u964d\u4f4e\u8fd0\u8425\u6210\u672c\uff0c\u5e76\u9ad8\u6548\u8fd0\u884c\u5927\u8bed\u8a00\u6a21\u578b\u3002 \u5927\u6a21\u578b Token \u751f\u6210\u673a\u5236\uff1a\u9884\u586b\u5145 vs \u89e3\u7801 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